{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6fcfd8d8",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Cell type annotation from marker genes\n",
    "\n",
    "In single-cell, we have no prior information of which cell type each cell belongs.\n",
    "To assign cell type labels, we first project all cells in a shared embedded space, \n",
    "then we find communities of cells that show a similar transcription profile and finally\n",
    "we check what cell type specific markers are expressed. If more than one marker\n",
    "gene is available, statistical methods can be used to test if a set of markers is\n",
    "enriched in a given cell population.\n",
    "\n",
    "In this notebook we showcase how to use `decoupler` for cell type annotation with the 3k PBMCs 10X data-set. The data consists of 3k PBMCs from a Healthy Donor and is freely available\n",
    "from 10x Genomics [here](http://cf.10xgenomics.com/samples/cell-exp/1.1.0/pbmc3k/pbmc3k_filtered_gene_bc_matrices.tar.gz)\n",
    "from this [webpage](https://support.10xgenomics.com/single-cell-gene-expression/datasets/1.1.0/pbmc3k)\n",
    "\n",
    "<div class=\"alert alert-info\">\n",
    "\n",
    "**Note**\n",
    "    \n",
    "This tutorial assumes that you already know the basics of `decoupler`. Else, check out the [Usage](https://decoupler-py.readthedocs.io/en/latest/notebooks/usage.html) tutorial first.\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0a8f39d3",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Loading packages\n",
    "\n",
    "First, we need to load the relevant packages, `scanpy` to handle scRNA-seq data\n",
    "and `decoupler` to use statistical methods."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2219728f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import scanpy as sc\n",
    "import decoupler as dc\n",
    "import numpy as np\n",
    "\n",
    "# Plotting options, change to your liking\n",
    "sc.settings.set_figure_params(dpi=200, frameon=False)\n",
    "sc.set_figure_params(dpi=200)\n",
    "sc.set_figure_params(figsize=(4, 4))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5ae34f6",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Single-cell processing"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dbbf988d",
   "metadata": {},
   "source": [
    "### Loading the data-set\n",
    "\n",
    "We can download the data easily using `scanpy`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b631de8e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 2700 × 32738\n",
       "    var: 'gene_ids'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata = sc.datasets.pbmc3k()\n",
    "adata"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "36ea6229",
   "metadata": {},
   "source": [
    "### QC, projection and clustering\n",
    "\n",
    "\n",
    "Here we follow the standard pre-processing steps as described in the [scanpy vignette](https://scanpy-tutorials.readthedocs.io/en/latest/pbmc3k.html).\n",
    "These steps carry out the selection and filtration of cells based on \n",
    "quality control metrics, the data normalization and scaling, and the detection of \n",
    "highly variable features. \n",
    "\n",
    "<div class=\"alert alert-info\">\n",
    "\n",
    "**Note**\n",
    "    \n",
    "This is just an example, these steps should change depending on the data.\n",
    "\n",
    "</div> "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "680f0f61",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/badi/miniconda3/envs/dcp39/lib/python3.9/site-packages/scanpy/preprocessing/_normalization.py:170: UserWarning: Received a view of an AnnData. Making a copy.\n",
      "  view_to_actual(adata)\n"
     ]
    }
   ],
   "source": [
    "# Basic filtering\n",
    "sc.pp.filter_cells(adata, min_genes=200)\n",
    "sc.pp.filter_genes(adata, min_cells=3)\n",
    "\n",
    "# Annotate the group of mitochondrial genes as 'mt'\n",
    "adata.var['mt'] = adata.var_names.str.startswith('MT-')  \n",
    "sc.pp.calculate_qc_metrics(adata, qc_vars=['mt'], percent_top=None, log1p=False, inplace=True)\n",
    "\n",
    "# Filter cells following standard QC criteria.\n",
    "adata = adata[adata.obs.n_genes_by_counts < 2500, :]\n",
    "adata = adata[adata.obs.pct_counts_mt < 5, :]\n",
    "\n",
    "# Normalize the data\n",
    "sc.pp.normalize_total(adata, target_sum=1e4)\n",
    "sc.pp.log1p(adata)\n",
    "\n",
    "# Identify the 2000 most highly variable genes\n",
    "sc.pp.highly_variable_genes(adata, min_mean=0.0125, max_mean=3, min_disp=0.5)\n",
    "\n",
    "# Filter higly variable genes\n",
    "adata.raw = adata\n",
    "adata = adata[:, adata.var.highly_variable]\n",
    "\n",
    "# Regress and scale the data\n",
    "sc.pp.regress_out(adata, ['total_counts', 'pct_counts_mt'])\n",
    "sc.pp.scale(adata, max_value=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2caa07b4",
   "metadata": {},
   "source": [
    "Then we group cells based on the similarity of their transcription profiles. \n",
    "To visualize the communities we perform UMAP reduction."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "971ec53b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/badi/miniconda3/envs/dcp39/lib/python3.9/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n",
      "  cax = scatter(\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 320x320 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 277,
       "width": 312
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Generate PCA features\n",
    "sc.tl.pca(adata, svd_solver='arpack')\n",
    "\n",
    "# Compute distances in the PCA space, and find cell neighbors\n",
    "sc.pp.neighbors(adata, n_neighbors=10, n_pcs=40)\n",
    "\n",
    "# Generate UMAP features\n",
    "sc.tl.umap(adata)\n",
    "\n",
    "# Run leiden clustering algorithm\n",
    "sc.tl.leiden(adata)\n",
    "\n",
    "# Visualize\n",
    "sc.pl.umap(adata, color='leiden', title='RNA UMAP', \n",
    "           frameon=False, legend_fontweight='normal', legend_fontsize=15)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9aac4a30",
   "metadata": {},
   "source": [
    "At this stage, we have identified communities of cells that show a similar \n",
    "transcriptomic profile, and we would like to know to which cell type they \n",
    "probably belong."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "99351823",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Marker genes\n",
    "\n",
    "To annotate single cell clusters, we can use cell type specific marker genes. \n",
    "These are genes that are mainly expressed exclusively by a specific cell type, \n",
    "making them useful to distinguish heterogeneous groups of cells. Marker genes were\n",
    "discovered and annotated in previous studies and there are some resources that\n",
    "collect and curate them.\n",
    "\n",
    "[Omnipath](https://omnipathdb.org/) is one of the largest available databases of \n",
    "curated prior knowledge. Among its resources, there is \n",
    "[PanglaoDB](https://panglaodb.se/), a database of cell type markers, \n",
    "which can be easily accessed using a wrapper to Omnipath from `decoupler`. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5dcea279",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\">\n",
    "\n",
    "**Note**\n",
    "    \n",
    "If you encounter bugs with `Omnipath`, sometimes is good to just remove its cache using: `rm $HOME/.cache/omnipathdb/*` \n",
    "\n",
    "</div> "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "daa3e1da",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>genesymbol</th>\n",
       "      <th>canonical_marker</th>\n",
       "      <th>cell_type</th>\n",
       "      <th>germ_layer</th>\n",
       "      <th>human</th>\n",
       "      <th>human_sensitivity</th>\n",
       "      <th>human_specificity</th>\n",
       "      <th>mouse</th>\n",
       "      <th>mouse_sensitivity</th>\n",
       "      <th>mouse_specificity</th>\n",
       "      <th>ncbi_tax_id</th>\n",
       "      <th>organ</th>\n",
       "      <th>ubiquitiousness</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CTRB1</td>\n",
       "      <td>False</td>\n",
       "      <td>Enterocytes</td>\n",
       "      <td>Endoderm</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00439422</td>\n",
       "      <td>True</td>\n",
       "      <td>0.00331126</td>\n",
       "      <td>0.0204803</td>\n",
       "      <td>9606</td>\n",
       "      <td>GI tract</td>\n",
       "      <td>0.017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CTRB1</td>\n",
       "      <td>True</td>\n",
       "      <td>Acinar cells</td>\n",
       "      <td>Endoderm</td>\n",
       "      <td>True</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000628931</td>\n",
       "      <td>True</td>\n",
       "      <td>0.957143</td>\n",
       "      <td>0.0159201</td>\n",
       "      <td>9606</td>\n",
       "      <td>Pancreas</td>\n",
       "      <td>0.017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>KLK1</td>\n",
       "      <td>True</td>\n",
       "      <td>Endothelial cells</td>\n",
       "      <td>Mesoderm</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00841969</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0149153</td>\n",
       "      <td>9606</td>\n",
       "      <td>Vasculature</td>\n",
       "      <td>0.013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>KLK1</td>\n",
       "      <td>False</td>\n",
       "      <td>Goblet cells</td>\n",
       "      <td>Endoderm</td>\n",
       "      <td>True</td>\n",
       "      <td>0.588235</td>\n",
       "      <td>0.00503937</td>\n",
       "      <td>True</td>\n",
       "      <td>0.903226</td>\n",
       "      <td>0.0124084</td>\n",
       "      <td>9606</td>\n",
       "      <td>GI tract</td>\n",
       "      <td>0.013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>KLK1</td>\n",
       "      <td>False</td>\n",
       "      <td>Epithelial cells</td>\n",
       "      <td>Mesoderm</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00823306</td>\n",
       "      <td>True</td>\n",
       "      <td>0.225806</td>\n",
       "      <td>0.0137585</td>\n",
       "      <td>9606</td>\n",
       "      <td>Epithelium</td>\n",
       "      <td>0.013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8456</th>\n",
       "      <td>SLC14A1</td>\n",
       "      <td>True</td>\n",
       "      <td>Urothelial cells</td>\n",
       "      <td>Mesoderm</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0181704</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9606</td>\n",
       "      <td>Urinary bladder</td>\n",
       "      <td>0.008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8457</th>\n",
       "      <td>UPK3A</td>\n",
       "      <td>True</td>\n",
       "      <td>Urothelial cells</td>\n",
       "      <td>Mesoderm</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9606</td>\n",
       "      <td>Urinary bladder</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8458</th>\n",
       "      <td>UPK1A</td>\n",
       "      <td>True</td>\n",
       "      <td>Urothelial cells</td>\n",
       "      <td>Mesoderm</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9606</td>\n",
       "      <td>Urinary bladder</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8459</th>\n",
       "      <td>UPK2</td>\n",
       "      <td>True</td>\n",
       "      <td>Urothelial cells</td>\n",
       "      <td>Mesoderm</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9606</td>\n",
       "      <td>Urinary bladder</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8460</th>\n",
       "      <td>UPK3B</td>\n",
       "      <td>True</td>\n",
       "      <td>Urothelial cells</td>\n",
       "      <td>Mesoderm</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9606</td>\n",
       "      <td>Urinary bladder</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8461 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     genesymbol canonical_marker          cell_type germ_layer human  \\\n",
       "0         CTRB1            False        Enterocytes   Endoderm  True   \n",
       "1         CTRB1             True       Acinar cells   Endoderm  True   \n",
       "2          KLK1             True  Endothelial cells   Mesoderm  True   \n",
       "3          KLK1            False       Goblet cells   Endoderm  True   \n",
       "4          KLK1            False   Epithelial cells   Mesoderm  True   \n",
       "...         ...              ...                ...        ...   ...   \n",
       "8456    SLC14A1             True   Urothelial cells   Mesoderm  True   \n",
       "8457      UPK3A             True   Urothelial cells   Mesoderm  True   \n",
       "8458      UPK1A             True   Urothelial cells   Mesoderm  True   \n",
       "8459       UPK2             True   Urothelial cells   Mesoderm  True   \n",
       "8460      UPK3B             True   Urothelial cells   Mesoderm  True   \n",
       "\n",
       "     human_sensitivity human_specificity mouse mouse_sensitivity  \\\n",
       "0                  0.0        0.00439422  True        0.00331126   \n",
       "1                  1.0       0.000628931  True          0.957143   \n",
       "2                  0.0        0.00841969  True               0.0   \n",
       "3             0.588235        0.00503937  True          0.903226   \n",
       "4                  0.0        0.00823306  True          0.225806   \n",
       "...                ...               ...   ...               ...   \n",
       "8456               0.0         0.0181704  True               0.0   \n",
       "8457               0.0               0.0  True               0.0   \n",
       "8458               0.0               0.0  True               0.0   \n",
       "8459               0.0               0.0  True               0.0   \n",
       "8460               0.0               0.0  True               0.0   \n",
       "\n",
       "     mouse_specificity ncbi_tax_id            organ ubiquitiousness  \n",
       "0            0.0204803        9606         GI tract           0.017  \n",
       "1            0.0159201        9606         Pancreas           0.017  \n",
       "2            0.0149153        9606      Vasculature           0.013  \n",
       "3            0.0124084        9606         GI tract           0.013  \n",
       "4            0.0137585        9606       Epithelium           0.013  \n",
       "...                ...         ...              ...             ...  \n",
       "8456               0.0        9606  Urinary bladder           0.008  \n",
       "8457               0.0        9606  Urinary bladder             0.0  \n",
       "8458               0.0        9606  Urinary bladder             0.0  \n",
       "8459               0.0        9606  Urinary bladder             0.0  \n",
       "8460               0.0        9606  Urinary bladder             0.0  \n",
       "\n",
       "[8461 rows x 13 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Query Omnipath and get PanglaoDB\n",
    "markers = dc.get_resource('PanglaoDB')\n",
    "markers"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c8f53332",
   "metadata": {},
   "source": [
    "Since our data-set is from human cells, and we want best quality of the markers, we can filter by `canonical_marker` and `human`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "40428a6a",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>genesymbol</th>\n",
       "      <th>canonical_marker</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CTRB1</td>\n",
       "      <td>True</td>\n",
       "      <td>Acinar cells</td>\n",
       "      <td>Endoderm</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>KLK1</td>\n",
       "      <td>True</td>\n",
       "      <td>Endothelial cells</td>\n",
       "      <td>Mesoderm</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>KLK1</td>\n",
       "      <td>True</td>\n",
       "      <td>Principal cells</td>\n",
       "      <td>Mesoderm</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00814536</td>\n",
       "      <td>True</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>0.0140583</td>\n",
       "      <td>9606</td>\n",
       "      <td>Kidney</td>\n",
       "      <td>0.013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>KLK1</td>\n",
       "      <td>True</td>\n",
       "      <td>Acinar cells</td>\n",
       "      <td>Endoderm</td>\n",
       "      <td>True</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>0.00503145</td>\n",
       "      <td>True</td>\n",
       "      <td>0.314286</td>\n",
       "      <td>0.0128263</td>\n",
       "      <td>9606</td>\n",
       "      <td>Pancreas</td>\n",
       "      <td>0.013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>KLK1</td>\n",
       "      <td>True</td>\n",
       "      <td>Plasmacytoid dendritic cells</td>\n",
       "      <td>Mesoderm</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00820189</td>\n",
       "      <td>True</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0129136</td>\n",
       "      <td>9606</td>\n",
       "      <td>Immune system</td>\n",
       "      <td>0.013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>8456</th>\n",
       "      <td>SLC14A1</td>\n",
       "      <td>True</td>\n",
       "      <td>Urothelial cells</td>\n",
       "      <td>Mesoderm</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0181704</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9606</td>\n",
       "      <td>Urinary bladder</td>\n",
       "      <td>0.008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8457</th>\n",
       "      <td>UPK3A</td>\n",
       "      <td>True</td>\n",
       "      <td>Urothelial cells</td>\n",
       "      <td>Mesoderm</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9606</td>\n",
       "      <td>Urinary bladder</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8458</th>\n",
       "      <td>UPK1A</td>\n",
       "      <td>True</td>\n",
       "      <td>Urothelial cells</td>\n",
       "      <td>Mesoderm</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9606</td>\n",
       "      <td>Urinary bladder</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8459</th>\n",
       "      <td>UPK2</td>\n",
       "      <td>True</td>\n",
       "      <td>Urothelial cells</td>\n",
       "      <td>Mesoderm</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9606</td>\n",
       "      <td>Urinary bladder</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8460</th>\n",
       "      <td>UPK3B</td>\n",
       "      <td>True</td>\n",
       "      <td>Urothelial cells</td>\n",
       "      <td>Mesoderm</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9606</td>\n",
       "      <td>Urinary bladder</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5180 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     genesymbol canonical_marker                     cell_type germ_layer  \\\n",
       "1         CTRB1             True                  Acinar cells   Endoderm   \n",
       "2          KLK1             True             Endothelial cells   Mesoderm   \n",
       "5          KLK1             True               Principal cells   Mesoderm   \n",
       "6          KLK1             True                  Acinar cells   Endoderm   \n",
       "7          KLK1             True  Plasmacytoid dendritic cells   Mesoderm   \n",
       "...         ...              ...                           ...        ...   \n",
       "8456    SLC14A1             True              Urothelial cells   Mesoderm   \n",
       "8457      UPK3A             True              Urothelial cells   Mesoderm   \n",
       "8458      UPK1A             True              Urothelial cells   Mesoderm   \n",
       "8459       UPK2             True              Urothelial cells   Mesoderm   \n",
       "8460      UPK3B             True              Urothelial cells   Mesoderm   \n",
       "\n",
       "     human human_sensitivity human_specificity mouse mouse_sensitivity  \\\n",
       "1     True               1.0       0.000628931  True          0.957143   \n",
       "2     True               0.0        0.00841969  True               0.0   \n",
       "5     True               0.0        0.00814536  True          0.285714   \n",
       "6     True          0.833333        0.00503145  True          0.314286   \n",
       "7     True               0.0        0.00820189  True               1.0   \n",
       "...    ...               ...               ...   ...               ...   \n",
       "8456  True               0.0         0.0181704  True               0.0   \n",
       "8457  True               0.0               0.0  True               0.0   \n",
       "8458  True               0.0               0.0  True               0.0   \n",
       "8459  True               0.0               0.0  True               0.0   \n",
       "8460  True               0.0               0.0  True               0.0   \n",
       "\n",
       "     mouse_specificity ncbi_tax_id            organ ubiquitiousness  \n",
       "1            0.0159201        9606         Pancreas           0.017  \n",
       "2            0.0149153        9606      Vasculature           0.013  \n",
       "5            0.0140583        9606           Kidney           0.013  \n",
       "6            0.0128263        9606         Pancreas           0.013  \n",
       "7            0.0129136        9606    Immune system           0.013  \n",
       "...                ...         ...              ...             ...  \n",
       "8456               0.0        9606  Urinary bladder           0.008  \n",
       "8457               0.0        9606  Urinary bladder             0.0  \n",
       "8458               0.0        9606  Urinary bladder             0.0  \n",
       "8459               0.0        9606  Urinary bladder             0.0  \n",
       "8460               0.0        9606  Urinary bladder             0.0  \n",
       "\n",
       "[5180 rows x 13 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Filter by canonical_marker and human\n",
    "markers = markers[(markers['human']=='True')&(markers['canonical_marker']=='True')]\n",
    "\n",
    "# Remove duplicated entries\n",
    "markers = markers[~markers.duplicated(['cell_type', 'genesymbol'])]\n",
    "markers"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "311d3b4b",
   "metadata": {},
   "source": [
    "For this example we will use these markers, but any collection of genes could be used. To see the list of available resources inside `Omnipath`, run `dc.show_resources()`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "693620e9",
   "metadata": {},
   "source": [
    "## Enrichment with Over Representation Analysis (ORA)\n",
    "\n",
    "To infer functional enrichment scores we will run the Over Representation Analysis (`ora`) method.\n",
    "As input data it accepts an expression matrix (`decoupler.run_ora`) or the results of differential expression analysis (`decoupler.run_ora_df`).\n",
    "For the former, by default the top 5% of expressed genes by sample are selected as the set of interest (S*), and for the latter a user-defined\n",
    "significance filtering can be used.\n",
    "Once we have S*, it builds a contingency table using set operations for each set stored in the gene set resource being used (`net`).\n",
    "Using the contingency table, `ora` performs a one-sided Fisher exact test to test for significance of overlap between sets.\n",
    "The final score is obtained by log-transforming the obtained p-values, meaning that higher values are more significant.\n",
    "\n",
    "<img src=\"../ora.png\" />\n",
    "     \n",
    "We can run `ora` with a simple one-liner:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a8e28bd7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 features of mat are empty, they will be removed.\n",
      "Running ora on mat with 2638 samples and 13713 targets for 114 sources.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 2638/2638 [00:03<00:00, 791.32it/s]\n"
     ]
    }
   ],
   "source": [
    "dc.run_ora(\n",
    "    mat=adata,\n",
    "    net=markers,\n",
    "    source='cell_type',\n",
    "    target='genesymbol',\n",
    "    min_n=3,\n",
    "    verbose=True\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55278a6b",
   "metadata": {},
   "source": [
    "The obtained scores (-log10(p-value))(`ora_estimate`) and p-values (`ora_pvals`) are stored in the `.obsm` key:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ce2df87f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>source</th>\n",
       "      <th>Acinar cells</th>\n",
       "      <th>Adipocytes</th>\n",
       "      <th>Airway goblet cells</th>\n",
       "      <th>Alpha cells</th>\n",
       "      <th>Alveolar macrophages</th>\n",
       "      <th>Astrocytes</th>\n",
       "      <th>B cells</th>\n",
       "      <th>B cells memory</th>\n",
       "      <th>B cells naive</th>\n",
       "      <th>Basophils</th>\n",
       "      <th>...</th>\n",
       "      <th>T cells</th>\n",
       "      <th>T follicular helper cells</th>\n",
       "      <th>T helper cells</th>\n",
       "      <th>T regulatory cells</th>\n",
       "      <th>Tanycytes</th>\n",
       "      <th>Taste receptor cells</th>\n",
       "      <th>Thymocytes</th>\n",
       "      <th>Trophoblast cells</th>\n",
       "      <th>Tuft cells</th>\n",
       "      <th>Urothelial cells</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AAACATACAACCAC-1</th>\n",
       "      <td>0.496369</td>\n",
       "      <td>0.093412</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>1.443226</td>\n",
       "      <td>0.885021</td>\n",
       "      <td>0.581353</td>\n",
       "      <td>4.624325</td>\n",
       "      <td>1.459548</td>\n",
       "      <td>1.399835</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>13.523759</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>1.036748</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>3.325696</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>1.036748</td>\n",
       "      <td>-0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACATTGAGCTAC-1</th>\n",
       "      <td>0.496369</td>\n",
       "      <td>1.114303</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>0.569257</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>1.119542</td>\n",
       "      <td>5.592251</td>\n",
       "      <td>8.719924</td>\n",
       "      <td>15.198236</td>\n",
       "      <td>0.306499</td>\n",
       "      <td>...</td>\n",
       "      <td>2.431181</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>0.389675</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>0.827013</td>\n",
       "      <td>0.885021</td>\n",
       "      <td>2.858756</td>\n",
       "      <td>-0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACATTGATCAGC-1</th>\n",
       "      <td>0.496369</td>\n",
       "      <td>0.316389</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>1.443226</td>\n",
       "      <td>0.885021</td>\n",
       "      <td>1.119542</td>\n",
       "      <td>0.903197</td>\n",
       "      <td>0.966789</td>\n",
       "      <td>2.580070</td>\n",
       "      <td>1.087856</td>\n",
       "      <td>...</td>\n",
       "      <td>8.800720</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>1.036748</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>0.663965</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>2.367740</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>1.871866</td>\n",
       "      <td>-0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACCGTGCTTCCG-1</th>\n",
       "      <td>1.278757</td>\n",
       "      <td>1.659624</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>1.443226</td>\n",
       "      <td>0.885021</td>\n",
       "      <td>0.195977</td>\n",
       "      <td>0.903197</td>\n",
       "      <td>0.074112</td>\n",
       "      <td>0.923023</td>\n",
       "      <td>0.306499</td>\n",
       "      <td>...</td>\n",
       "      <td>0.718715</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>0.298770</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>0.389675</td>\n",
       "      <td>-0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACCGTGTATGCG-1</th>\n",
       "      <td>-0.000000</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>0.885021</td>\n",
       "      <td>0.569257</td>\n",
       "      <td>0.885021</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>0.903197</td>\n",
       "      <td>0.074112</td>\n",
       "      <td>0.246287</td>\n",
       "      <td>1.623875</td>\n",
       "      <td>...</td>\n",
       "      <td>3.162941</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>1.036748</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>0.663965</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>0.298770</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>0.389675</td>\n",
       "      <td>-0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTCGAACTCTCAT-1</th>\n",
       "      <td>1.278757</td>\n",
       "      <td>0.661862</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>1.443226</td>\n",
       "      <td>0.885021</td>\n",
       "      <td>0.581353</td>\n",
       "      <td>1.469558</td>\n",
       "      <td>0.262017</td>\n",
       "      <td>1.399835</td>\n",
       "      <td>1.087856</td>\n",
       "      <td>...</td>\n",
       "      <td>1.198738</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>0.389675</td>\n",
       "      <td>0.569257</td>\n",
       "      <td>0.663965</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>2.367740</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>1.036748</td>\n",
       "      <td>-0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTCTACTGAGGCA-1</th>\n",
       "      <td>-0.000000</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>1.443226</td>\n",
       "      <td>0.885021</td>\n",
       "      <td>0.195977</td>\n",
       "      <td>2.135997</td>\n",
       "      <td>1.459548</td>\n",
       "      <td>1.954926</td>\n",
       "      <td>1.087856</td>\n",
       "      <td>...</td>\n",
       "      <td>1.198738</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>0.569257</td>\n",
       "      <td>0.663965</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>0.827013</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>-0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTCTACTTCCTCG-1</th>\n",
       "      <td>-0.000000</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>0.885021</td>\n",
       "      <td>1.443226</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>0.195977</td>\n",
       "      <td>10.042270</td>\n",
       "      <td>10.852223</td>\n",
       "      <td>15.198236</td>\n",
       "      <td>0.089844</td>\n",
       "      <td>...</td>\n",
       "      <td>1.773449</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>0.389675</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>3.325696</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>1.036748</td>\n",
       "      <td>-0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTGCATGAGAGGC-1</th>\n",
       "      <td>-0.000000</td>\n",
       "      <td>0.316389</td>\n",
       "      <td>0.885021</td>\n",
       "      <td>0.569257</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>0.195977</td>\n",
       "      <td>6.621109</td>\n",
       "      <td>7.714603</td>\n",
       "      <td>12.817177</td>\n",
       "      <td>0.089844</td>\n",
       "      <td>...</td>\n",
       "      <td>1.198738</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>0.389675</td>\n",
       "      <td>0.569257</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>1.527899</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>1.036748</td>\n",
       "      <td>-0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTGCATGCCTCAC-1</th>\n",
       "      <td>0.496369</td>\n",
       "      <td>0.093412</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>0.885021</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>0.454158</td>\n",
       "      <td>0.966789</td>\n",
       "      <td>1.399835</td>\n",
       "      <td>0.306499</td>\n",
       "      <td>...</td>\n",
       "      <td>7.731357</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>1.036748</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>1.657599</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>1.527899</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>1.871866</td>\n",
       "      <td>-0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2638 rows × 114 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "source            Acinar cells  Adipocytes  Airway goblet cells  Alpha cells  \\\n",
       "AAACATACAACCAC-1      0.496369    0.093412            -0.000000     1.443226   \n",
       "AAACATTGAGCTAC-1      0.496369    1.114303            -0.000000     0.569257   \n",
       "AAACATTGATCAGC-1      0.496369    0.316389            -0.000000     1.443226   \n",
       "AAACCGTGCTTCCG-1      1.278757    1.659624            -0.000000     1.443226   \n",
       "AAACCGTGTATGCG-1     -0.000000   -0.000000             0.885021     0.569257   \n",
       "...                        ...         ...                  ...          ...   \n",
       "TTTCGAACTCTCAT-1      1.278757    0.661862            -0.000000     1.443226   \n",
       "TTTCTACTGAGGCA-1     -0.000000   -0.000000            -0.000000     1.443226   \n",
       "TTTCTACTTCCTCG-1     -0.000000   -0.000000             0.885021     1.443226   \n",
       "TTTGCATGAGAGGC-1     -0.000000    0.316389             0.885021     0.569257   \n",
       "TTTGCATGCCTCAC-1      0.496369    0.093412            -0.000000    -0.000000   \n",
       "\n",
       "source            Alveolar macrophages  Astrocytes    B cells  B cells memory  \\\n",
       "AAACATACAACCAC-1              0.885021    0.581353   4.624325        1.459548   \n",
       "AAACATTGAGCTAC-1             -0.000000    1.119542   5.592251        8.719924   \n",
       "AAACATTGATCAGC-1              0.885021    1.119542   0.903197        0.966789   \n",
       "AAACCGTGCTTCCG-1              0.885021    0.195977   0.903197        0.074112   \n",
       "AAACCGTGTATGCG-1              0.885021   -0.000000   0.903197        0.074112   \n",
       "...                                ...         ...        ...             ...   \n",
       "TTTCGAACTCTCAT-1              0.885021    0.581353   1.469558        0.262017   \n",
       "TTTCTACTGAGGCA-1              0.885021    0.195977   2.135997        1.459548   \n",
       "TTTCTACTTCCTCG-1             -0.000000    0.195977  10.042270       10.852223   \n",
       "TTTGCATGAGAGGC-1             -0.000000    0.195977   6.621109        7.714603   \n",
       "TTTGCATGCCTCAC-1              0.885021   -0.000000   0.454158        0.966789   \n",
       "\n",
       "source            B cells naive  Basophils  ...    T cells  \\\n",
       "AAACATACAACCAC-1       1.399835  -0.000000  ...  13.523759   \n",
       "AAACATTGAGCTAC-1      15.198236   0.306499  ...   2.431181   \n",
       "AAACATTGATCAGC-1       2.580070   1.087856  ...   8.800720   \n",
       "AAACCGTGCTTCCG-1       0.923023   0.306499  ...   0.718715   \n",
       "AAACCGTGTATGCG-1       0.246287   1.623875  ...   3.162941   \n",
       "...                         ...        ...  ...        ...   \n",
       "TTTCGAACTCTCAT-1       1.399835   1.087856  ...   1.198738   \n",
       "TTTCTACTGAGGCA-1       1.954926   1.087856  ...   1.198738   \n",
       "TTTCTACTTCCTCG-1      15.198236   0.089844  ...   1.773449   \n",
       "TTTGCATGAGAGGC-1      12.817177   0.089844  ...   1.198738   \n",
       "TTTGCATGCCTCAC-1       1.399835   0.306499  ...   7.731357   \n",
       "\n",
       "source            T follicular helper cells  T helper cells  \\\n",
       "AAACATACAACCAC-1                       -0.0        1.036748   \n",
       "AAACATTGAGCTAC-1                       -0.0        0.389675   \n",
       "AAACATTGATCAGC-1                       -0.0        1.036748   \n",
       "AAACCGTGCTTCCG-1                       -0.0       -0.000000   \n",
       "AAACCGTGTATGCG-1                       -0.0        1.036748   \n",
       "...                                     ...             ...   \n",
       "TTTCGAACTCTCAT-1                       -0.0        0.389675   \n",
       "TTTCTACTGAGGCA-1                       -0.0       -0.000000   \n",
       "TTTCTACTTCCTCG-1                       -0.0        0.389675   \n",
       "TTTGCATGAGAGGC-1                       -0.0        0.389675   \n",
       "TTTGCATGCCTCAC-1                       -0.0        1.036748   \n",
       "\n",
       "source            T regulatory cells  Tanycytes  Taste receptor cells  \\\n",
       "AAACATACAACCAC-1           -0.000000  -0.000000                  -0.0   \n",
       "AAACATTGAGCTAC-1           -0.000000  -0.000000                  -0.0   \n",
       "AAACATTGATCAGC-1           -0.000000   0.663965                  -0.0   \n",
       "AAACCGTGCTTCCG-1           -0.000000  -0.000000                  -0.0   \n",
       "AAACCGTGTATGCG-1           -0.000000   0.663965                  -0.0   \n",
       "...                              ...        ...                   ...   \n",
       "TTTCGAACTCTCAT-1            0.569257   0.663965                  -0.0   \n",
       "TTTCTACTGAGGCA-1            0.569257   0.663965                  -0.0   \n",
       "TTTCTACTTCCTCG-1           -0.000000  -0.000000                  -0.0   \n",
       "TTTGCATGAGAGGC-1            0.569257  -0.000000                  -0.0   \n",
       "TTTGCATGCCTCAC-1           -0.000000   1.657599                  -0.0   \n",
       "\n",
       "source            Thymocytes  Trophoblast cells  Tuft cells  Urothelial cells  \n",
       "AAACATACAACCAC-1    3.325696          -0.000000    1.036748              -0.0  \n",
       "AAACATTGAGCTAC-1    0.827013           0.885021    2.858756              -0.0  \n",
       "AAACATTGATCAGC-1    2.367740          -0.000000    1.871866              -0.0  \n",
       "AAACCGTGCTTCCG-1    0.298770          -0.000000    0.389675              -0.0  \n",
       "AAACCGTGTATGCG-1    0.298770          -0.000000    0.389675              -0.0  \n",
       "...                      ...                ...         ...               ...  \n",
       "TTTCGAACTCTCAT-1    2.367740          -0.000000    1.036748              -0.0  \n",
       "TTTCTACTGAGGCA-1    0.827013          -0.000000   -0.000000              -0.0  \n",
       "TTTCTACTTCCTCG-1    3.325696          -0.000000    1.036748              -0.0  \n",
       "TTTGCATGAGAGGC-1    1.527899          -0.000000    1.036748              -0.0  \n",
       "TTTGCATGCCTCAC-1    1.527899          -0.000000    1.871866              -0.0  \n",
       "\n",
       "[2638 rows x 114 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata.obsm['ora_estimate']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6e7859a",
   "metadata": {},
   "source": [
    "## Visualization\n",
    "\n",
    "To visualize the obtained scores, we can re-use many of `scanpy`'s plotting functions.\n",
    "First though, we need to extract them from the `adata` object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "15525515",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 2638 × 114\n",
       "    obs: 'n_genes', 'n_genes_by_counts', 'total_counts', 'total_counts_mt', 'pct_counts_mt', 'leiden'\n",
       "    uns: 'log1p', 'hvg', 'pca', 'neighbors', 'umap', 'leiden', 'leiden_colors'\n",
       "    obsm: 'X_pca', 'X_umap', 'ora_estimate', 'ora_pvals'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "acts = dc.get_acts(adata, obsm_key='ora_estimate')\n",
    "\n",
    "# We need to remove inf and set them to the maximum value observed for pvals=0\n",
    "acts_v = acts.X.ravel()\n",
    "max_e = np.nanmax(acts_v[np.isfinite(acts_v)])\n",
    "acts.X[~np.isfinite(acts.X)] = max_e\n",
    "\n",
    "acts"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa8b0db0",
   "metadata": {},
   "source": [
    "`dc.get_acts` returns a new `AnnData` object which holds the obtained activities in its `.X` attribute, allowing us to re-use many `scanpy` functions, for example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a9438b57-a56e-4639-9beb-0fefac97d9aa",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/badi/miniconda3/envs/dcp39/lib/python3.9/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n",
      "  cax = scatter(\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 772.8x320 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 303,
       "width": 668
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 372.24x320 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 300,
       "width": 287
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(acts, color=['NK cells', 'leiden'], cmap='RdBu_r')\n",
    "sc.pl.violin(acts, keys=['NK cells'], groupby='leiden')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da7e40e2",
   "metadata": {},
   "source": [
    "The cells highlighted seem to be enriched by NK cell marker genes."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "80801590",
   "metadata": {},
   "source": [
    "## Annotation\n",
    "\n",
    "With `decoupler` we can also identify which are the top predicted cell types per cluster using the \n",
    "function `dc.rank_sources_groups`. Here, it identifies \"marker\" cell types per cluster using\n",
    "same statistical tests available in scanpy's `scanpy.tl.rank_genes_groups`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "86d71e00-5bc5-40f1-af39-7419caacb11b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>group</th>\n",
       "      <th>reference</th>\n",
       "      <th>names</th>\n",
       "      <th>statistic</th>\n",
       "      <th>meanchange</th>\n",
       "      <th>pvals</th>\n",
       "      <th>pvals_adj</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>rest</td>\n",
       "      <td>T cells</td>\n",
       "      <td>30.576291</td>\n",
       "      <td>4.533810</td>\n",
       "      <td>1.352121e-168</td>\n",
       "      <td>7.707090e-167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>rest</td>\n",
       "      <td>Nuocytes</td>\n",
       "      <td>25.162259</td>\n",
       "      <td>0.686079</td>\n",
       "      <td>1.503359e-120</td>\n",
       "      <td>3.427659e-119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>rest</td>\n",
       "      <td>T helper cells</td>\n",
       "      <td>17.692754</td>\n",
       "      <td>0.481255</td>\n",
       "      <td>2.320448e-65</td>\n",
       "      <td>2.204426e-64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>rest</td>\n",
       "      <td>Epiblast cells</td>\n",
       "      <td>15.641920</td>\n",
       "      <td>0.231567</td>\n",
       "      <td>1.262718e-51</td>\n",
       "      <td>9.596656e-51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>rest</td>\n",
       "      <td>Pericytes</td>\n",
       "      <td>13.220416</td>\n",
       "      <td>0.229032</td>\n",
       "      <td>1.859650e-38</td>\n",
       "      <td>1.009524e-37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>907</th>\n",
       "      <td>7</td>\n",
       "      <td>rest</td>\n",
       "      <td>Satellite cells</td>\n",
       "      <td>-3.256110</td>\n",
       "      <td>-0.433716</td>\n",
       "      <td>6.016951e-03</td>\n",
       "      <td>2.858052e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908</th>\n",
       "      <td>7</td>\n",
       "      <td>rest</td>\n",
       "      <td>Microfold cells</td>\n",
       "      <td>-3.369329</td>\n",
       "      <td>-0.933249</td>\n",
       "      <td>4.600580e-03</td>\n",
       "      <td>2.497458e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>909</th>\n",
       "      <td>7</td>\n",
       "      <td>rest</td>\n",
       "      <td>Thymocytes</td>\n",
       "      <td>-3.385985</td>\n",
       "      <td>-1.167806</td>\n",
       "      <td>4.545340e-03</td>\n",
       "      <td>2.497458e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>910</th>\n",
       "      <td>7</td>\n",
       "      <td>rest</td>\n",
       "      <td>Monocytes</td>\n",
       "      <td>-3.506819</td>\n",
       "      <td>-2.599789</td>\n",
       "      <td>3.401401e-03</td>\n",
       "      <td>2.040840e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>911</th>\n",
       "      <td>7</td>\n",
       "      <td>rest</td>\n",
       "      <td>T cells</td>\n",
       "      <td>-4.158904</td>\n",
       "      <td>-4.974264</td>\n",
       "      <td>1.189031e-03</td>\n",
       "      <td>8.471848e-03</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>912 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    group reference            names  statistic  meanchange          pvals  \\\n",
       "0       0      rest          T cells  30.576291    4.533810  1.352121e-168   \n",
       "1       0      rest         Nuocytes  25.162259    0.686079  1.503359e-120   \n",
       "2       0      rest   T helper cells  17.692754    0.481255   2.320448e-65   \n",
       "3       0      rest   Epiblast cells  15.641920    0.231567   1.262718e-51   \n",
       "4       0      rest        Pericytes  13.220416    0.229032   1.859650e-38   \n",
       "..    ...       ...              ...        ...         ...            ...   \n",
       "907     7      rest  Satellite cells  -3.256110   -0.433716   6.016951e-03   \n",
       "908     7      rest  Microfold cells  -3.369329   -0.933249   4.600580e-03   \n",
       "909     7      rest       Thymocytes  -3.385985   -1.167806   4.545340e-03   \n",
       "910     7      rest        Monocytes  -3.506819   -2.599789   3.401401e-03   \n",
       "911     7      rest          T cells  -4.158904   -4.974264   1.189031e-03   \n",
       "\n",
       "         pvals_adj  \n",
       "0    7.707090e-167  \n",
       "1    3.427659e-119  \n",
       "2     2.204426e-64  \n",
       "3     9.596656e-51  \n",
       "4     1.009524e-37  \n",
       "..             ...  \n",
       "907   2.858052e-02  \n",
       "908   2.497458e-02  \n",
       "909   2.497458e-02  \n",
       "910   2.040840e-02  \n",
       "911   8.471848e-03  \n",
       "\n",
       "[912 rows x 7 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = dc.rank_sources_groups(acts, groupby='leiden', reference='rest', method='t-test_overestim_var')\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d79a62e-56b9-48ad-8bce-2a303e5f4cd2",
   "metadata": {},
   "source": [
    "We can then extract the top 3 predicted cell types per cluster:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "657f261b-38c6-4d7e-a256-229a09dca071",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'0': ['T cells', 'Nuocytes', 'T helper cells'],\n",
       " '1': ['Acinar cells', 'Neutrophils', 'Macrophages'],\n",
       " '2': ['B cells naive', 'B cells', 'B cells memory'],\n",
       " '3': ['NK cells', 'T cells', 'Gamma delta T cells'],\n",
       " '4': ['Gamma delta T cells', 'NK cells', 'Natural killer T cells'],\n",
       " '5': ['Macrophages', 'Dendritic cells', 'Monocytes'],\n",
       " '6': ['Dendritic cells', 'Acinar cells', 'Microfold cells'],\n",
       " '7': ['Hepatic stellate cells', 'Platelets', 'Megakaryocytes']}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n_ctypes = 3\n",
    "ctypes_dict = df.groupby('group').head(n_ctypes).groupby('group')['names'].apply(lambda x: list(x)).to_dict()\n",
    "ctypes_dict"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41f471a7-cd22-4ed3-b4a8-f0b8cd357175",
   "metadata": {},
   "source": [
    "We can visualize the obtained top predicted cell types:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "71fad44f-76fc-440f-988d-1cf27f385306",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: dendrogram data not found (using key=dendrogram_leiden). Running `sc.tl.dendrogram` with default parameters. For fine tuning it is recommended to run `sc.tl.dendrogram` independently.\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 894.4x304 with 5 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 389,
       "width": 739
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.matrixplot(acts, ctypes_dict, 'leiden', dendrogram=True, standard_scale='var',\n",
    "                 colorbar_title='Z-scaled scores', cmap='RdBu_r')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d989ecc-879c-4a47-93ae-194081245a98",
   "metadata": {},
   "source": [
    "From this plot we see that cluster 7 belongs to Platelets, cluster 4 appear to be NK cells, custers 0 and 3 might be T-cells, cluster 2 should be some sort of B cells and that clusters 6,5 and 1 belong to the myeloid lineage."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c767acd5-010f-44bf-9aca-fd98281728ea",
   "metadata": {},
   "source": [
    "We can check individual cell types by plotting their distributions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "e8024194-f71f-412f-a179-4284d29a0435",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1861.2x320 with 5 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 300,
       "width": 1456
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.violin(acts, keys=['T cells', 'B cells', 'Platelets', 'Monocytes', 'NK cells'], groupby='leiden')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d7c2e81",
   "metadata": {},
   "source": [
    "The final annotation should be done manually based on the assessment of the enrichment results. However, an automatic prediction can be made by assigning the top predicted cell type per cluster. This approach does not require expertise in the tissue being studied but **can be prone to errors**. Nonetheless it can be useful to generate a first draft, let's try it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "97374a90-3ccd-4038-8889-2c04c9b71d37",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'0': 'T cells',\n",
       " '1': 'Acinar cells',\n",
       " '2': 'B cells naive',\n",
       " '3': 'NK cells',\n",
       " '4': 'Gamma delta T cells',\n",
       " '5': 'Macrophages',\n",
       " '6': 'Dendritic cells',\n",
       " '7': 'Hepatic stellate cells'}"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "annotation_dict = df.groupby('group').head(1).set_index('group')['names'].to_dict()\n",
    "annotation_dict"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a57852d",
   "metadata": {},
   "source": [
    "Once we have selected the top cell type we can finally annotate:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "30e19779-c28f-4ac4-99ca-bd0a00b53c5f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/badi/miniconda3/envs/dcp39/lib/python3.9/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n",
      "  cax = scatter(\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 320x320 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 300,
       "width": 469
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Add cell type column based on annotation\n",
    "adata.obs['cell_type'] = [annotation_dict[clust] for clust in adata.obs['leiden']]\n",
    "\n",
    "# Visualize\n",
    "sc.pl.umap(adata, color='cell_type')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3ce49a8",
   "metadata": {},
   "source": [
    "Compared to the annotation obtained by the `scanpy` tutorial, it is very similar but there are some errors, highlything the limitation of automatic annotation."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7200a94a",
   "metadata": {},
   "source": [
    "![](https://scanpy-tutorials.readthedocs.io/en/latest/_images/pbmc3k_100_1.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0663794b",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\">\n",
    "\n",
    "**Note**\n",
    "\n",
    "Cell annotation should always be revised by an expert in the tissue of interest, this notebook only shows how to generate a first draft of it.\n",
    "\n",
    "</div> "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "dcp39",
   "language": "python",
   "name": "dcp39"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
